A search-classify approach for cluttered indoor scene understanding
文献类型:期刊论文
作者 | Nan, Liangliang; Xie, Ke; Sharf, Andrei |
刊名 | ACM Transactions on Graphics
![]() |
出版日期 | 2012 |
英文摘要 | We present an algorithm for recognition and reconstruction of scanned 3D indoor scenes. 3D indoor reconstruction is particularly challenging due to object interferences, occlusions and overlapping which yield incomplete yet very complex scene arrangements. Since it is hard to assemble scanned segments into complete models, traditional methods for object recognition and reconstruction would be inefficient. We present a search-classify approach which interleaves segmentation and classification in an iterative manner. Using a robust classifier we traverse the scene and gradually propagate classification information. We reinforce classification by a template fitting step which yields a scene reconstruction. We deform-to-fit templates to classified objects to resolve classification ambiguities. The resulting reconstruction is an approximation which captures the general scene arrangement. Our results demonstrate successful classification and reconstruction of cluttered indoor scenes, captured in just few minutes. © 2012 ACM.(48 refs) |
收录类别 | SCI |
原文出处 | http://delivery.acm.org/10.1145/2370000/2366156/a137-nan.pdf?ip=210.75.252.216&id=2366156&acc=ACTIVE%20SERVICE&key=33E289E220520BFB%2E6FFDCCEC948C43C2%2E4D4702B0C3E38B35%2E4D4702B0C3E38B35&CFID=682833974&CFTOKEN=29485537&__acm__=1434200773_f86b942ddd8a2893bc8a1f18cbfc0bc5 |
语种 | 英语 |
源URL | [http://ir.siat.ac.cn:8080/handle/172644/4168] ![]() |
专题 | 深圳先进技术研究院_数字所 |
作者单位 | ACM Transactions on Graphics |
推荐引用方式 GB/T 7714 | Nan, Liangliang,Xie, Ke,Sharf, Andrei. A search-classify approach for cluttered indoor scene understanding[J]. ACM Transactions on Graphics,2012. |
APA | Nan, Liangliang,Xie, Ke,&Sharf, Andrei.(2012).A search-classify approach for cluttered indoor scene understanding.ACM Transactions on Graphics. |
MLA | Nan, Liangliang,et al."A search-classify approach for cluttered indoor scene understanding".ACM Transactions on Graphics (2012). |
入库方式: OAI收割
来源:深圳先进技术研究院
浏览0
下载0
收藏0
其他版本
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。